使用机器学习来理解精神分裂症,双相情感障碍和社区中的社会隔离和孤独感
Samuel J Abplanalp1,2,3, Michael F Green4,5,6, Jonathan K Wynn4,5,6
1VA Greater Los Angeles Healthcare System, Los Angeles, CA, USA. sabplanalp@mednet.ucla.edu.
Schizophrenia (Heidelberg, Germany)
|October 5, 2024
概括
在所有研究的群体中,社会无情预测了社会孤立和孤独. 然而,非社会认知独特地预测了精神分裂症患者的社会孤立,突出了社会脱节的独特干预目标.
科学领域:
- 精神病学是一个精神病学.
- 心理学 心理学 心理学
- 计算神经科学是一种神经科学.
背景情况:
- 社会脱离,包括社会隔离和孤独,对健康构成重大风险.
- 患有精神疾病的个体中社会脱离的预测因素仍未得到充分研究.
研究的目的:
- 使用机器学习识别社会隔离和孤独的预测因素.
- 为了检查这些精神分裂症,双相情感障碍和社区样本中的预测因素.
主要方法:
- 机器学习模型被用来分析72名精神分裂症患者,48名双相情感障碍患者和151名社区患者的数据.
- 候选预测因素包括社会回避动机,抑郁症,非社会认知,社会无情感和社会认知.
- 统计模型评估了由每个预测因子在群体内和跨群体之间解释的独特差异.
主要成果:
- 在所有研究小组中,社会无情症显著预测了社会隔离和孤独.
- 非社会认知独特地预测了社会孤立,特别是在精神分裂症组内.
- 社会认知和抑郁症并没有在不同群体中一致预测社会隔离或孤独.
结论:
- 社会无聊是导致社会脱离的广泛因素,也是多样化人口的潜在干预目标.
- 非社会认知缺陷可能在精神分裂症患者的社会隔离中发挥特定作用.
- 了解这些独特的预测因素可以为心理疾病中的社会脱节提供有针对性的干预措施.
相关概念视频
Psychological and Sociocultural Causes of Schizophrenia
80
Schizophrenia, a complex psychiatric disorder, has been historically misunderstood. Early psychological theories attributed its origins to childhood trauma and unresponsive parenting. However, contemporary research largely rejects these notions, favoring the vulnerability-stress hypothesis. This model proposes that individuals with a genetic predisposition to schizophrenia may develop the disorder following exposure to significant environmental stressors. Notably, studies on high-risk...
80
Schizophrenia
72
Schizophrenia, a term introduced by Swiss psychiatrist Eugen Bleuler in 1911, describes a severe psychological disorder marked by profound disruptions in attention, thought processes, language, emotion, and interpersonal relationships. The core feature of schizophrenia is psychosis — a state characterized by a fundamental detachment from reality. This disconnection manifests through distorted logic, impaired perception, and atypical behavior, severely affecting the lives of those...
72
Negative and Cognitive Symptoms of Schizophrenia
44
Negative symptoms of schizophrenia indicate a reduction or absence of typical behaviors and emotional responses found in healthy individuals, while positive symptoms reflect an excess or distortion of normal functioning.
Negative Symptoms
Negative symptoms of schizophrenia manifest as deficits in normal emotional and behavioral functioning, profoundly impacting daily life. Individuals with schizophrenia often display a flat affect, characterized by a near-total absence of emotional expression,...
Negative Symptoms
Negative symptoms of schizophrenia manifest as deficits in normal emotional and behavioral functioning, profoundly impacting daily life. Individuals with schizophrenia often display a flat affect, characterized by a near-total absence of emotional expression,...
44
Personality Disorders: Schizotypal and Histrionic
58
Schizotypal personality disorder and histrionic personality disorder are two distinct psychological conditions classified under personality disorders, each characterized by unique behavioral patterns and social difficulties. Both disorders significantly affect interpersonal relationships and emotional well-being, leading to social isolation and frustration.
Schizotypal Personality Disorder: Eccentric Behavior and Social Withdrawal
Schizotypal personality disorder is marked by odd or eccentric...
Schizotypal Personality Disorder: Eccentric Behavior and Social Withdrawal
Schizotypal personality disorder is marked by odd or eccentric...
58
Personality Disorders: Paranoid and Schizoid
32
Personality disorders represent enduring cognition, affect, and behavior patterns that significantly deviate from societal norms. These maladaptive traits often lead to difficulties in various domains, including interpersonal relationships, occupational settings, and overall psychological well-being. Paranoid personality disorder and schizoid personality disorder are two distinct conditions marked by odd or eccentric behavior.
Paranoid Personality Disorder
Paranoid personality disorder is...
Paranoid Personality Disorder
Paranoid personality disorder is...
32


